{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9d560e4b-0da6-4978-9881-e0ad60d2c708",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "随机生成的二维整数数组arr1: [[5 1 7]\n",
      " [4 6 8]]\n",
      "随机生成的二维浮点数数组arr2: [[0.44599919 0.24654466 0.38644409]\n",
      " [0.21970792 0.71020156 0.06445771]]\n",
      "打乱后的数组arr3: [1 2 3 9 8 6 0 4 7 5]\n",
      "从数组arr3中抽取得到的arr4: [[6 0 6]\n",
      " [2 5 2]]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "arr1=np.random.randint(1,10,size=(2,3))\n",
    "print('随机生成的二维整数数组arr1:',arr1)\n",
    "arr2=np.random.rand(2,3)\n",
    "print('随机生成的二维浮点数数组arr2:',arr2)\n",
    "arr3=np.arange(10)\n",
    "np.random.shuffle(arr3)\n",
    "print('打乱后的数组arr3:',arr3)\n",
    "arr4=np.random.choice(arr3,(2,3))\n",
    "print('从数组arr3中抽取得到的arr4:',arr4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "45eb816f-ace0-49cb-8b7f-a507b2220cb3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "def f(t):\n",
    "    return np.exp(-t)*np.cos(2*np.pi*t)\n",
    "plt.subplot(2,2,1)\n",
    "a=np.arange(0.0,5.0,0.02)\n",
    "plt.plot(a,f(a))\n",
    "plt.grid()\n",
    "plt.subplot(2,2,2)\n",
    "plt.title(\"$y=Cos(2\\Pi x)$\")\n",
    "plt.ylabel(\"y\")\n",
    "plt.plot(a,np.cos(2*np.pi*a))\n",
    "plt.subplot(2,2,3)\n",
    "b=np.arange(5)\n",
    "plt.xticks(range(5))\n",
    "plt.plot(a,a*1.5,a,a*2.5,a,a*3.5,a,a*4.5)\n",
    "plt.subplot(2,2,4)\n",
    "plt.plot([1,2,3,4,5,6],[3,1,4,5,2,6])\n",
    "plt.legend(('a',))\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1058017f-b16f-4acd-9c58-ec1ad4ec3fc3",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
